diff --git a/notebooks/example_abed.ipynb b/notebooks/example_abed.ipynb
index bf2e2e2..797c3ee 100644
--- a/notebooks/example_abed.ipynb
+++ b/notebooks/example_abed.ipynb
@@ -26,8 +26,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "sim = pd.read_parquet('../tests/data/abed_sim.parquet')\n",
-    "obs = pd.read_parquet('../tests/data/abed_obs.parquet')"
+    "sim = pd.read_parquet(\"../tests/data/abed_sim.parquet\")\n",
+    "obs = pd.read_parquet(\"../tests/data/abed_obs.parquet\")"
    ]
   },
   {
@@ -47,7 +47,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "obs.hvplot(line_dash = \"dashed\") * sim.hvplot()"
+    "obs.hvplot(line_dash=\"dashed\") * sim.hvplot()"
    ]
   },
   {
@@ -67,6 +67,7 @@
    "outputs": [],
    "source": [
     "from seastats import GENERAL_METRICS, STORM_METRICS\n",
+    "\n",
     "GENERAL_METRICS\n",
     "STORM_METRICS"
    ]
@@ -78,7 +79,7 @@
    "outputs": [],
    "source": [
     "stats = get_stats(obs, sim)\n",
-    "pd.DataFrame(stats, index = ['abed'])"
+    "pd.DataFrame(stats, index=[\"abed\"])"
    ]
   },
   {
@@ -95,6 +96,7 @@
    "outputs": [],
    "source": [
     "from seastats import GENERAL_METRICS_ALL, STORM_METRICS_ALL\n",
+    "\n",
     "GENERAL_METRICS_ALL\n",
     "STORM_METRICS_ALL"
    ]
@@ -149,7 +151,7 @@
    "source": [
     "threshold = sim.quantile(quantile)\n",
     "ext_ = get_extremes(sim, \"POT\", threshold=threshold, r=f\"{cluster_duration}h\")\n",
-    "extremes1 = pd.DataFrame({\"modeled\" : ext_, \"time_model\" : ext_.index}, index=ext_.index)\n",
+    "extremes1 = pd.DataFrame({\"modeled\": ext_, \"time_model\": ext_.index}, index=ext_.index)\n",
     "ext_"
    ]
   },
@@ -178,7 +180,7 @@
    "source": [
     "threshold = obs.quantile(quantile)\n",
     "ext_ = get_extremes(obs, \"POT\", threshold=threshold, r=f\"{cluster_duration}h\")\n",
-    "extremes2 = pd.DataFrame({\"modeled\" : ext_, \"time_model\" : ext_.index}, index=ext_.index)\n",
+    "extremes2 = pd.DataFrame({\"modeled\": ext_, \"time_model\": ext_.index}, index=ext_.index)\n",
     "ext_"
    ]
   },
@@ -188,7 +190,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "obs_plot = obs.hvplot(line_dash = \"dashed\") * hv.Scatter((extremes2.index, extremes2.modeled)).opts(color=\"red\")\n",
+    "obs_plot = obs.hvplot(line_dash=\"dashed\") * hv.Scatter((extremes2.index, extremes2.modeled)).opts(\n",
+    "    color=\"red\"\n",
+    ")\n",
     "obs_plot"
    ]
   },
@@ -206,7 +210,8 @@
    "outputs": [],
    "source": [
     "from seastats.storms import match_extremes\n",
-    "extremes_df = match_extremes(sim, obs, 0.99, cluster = 72)\n",
+    "\n",
+    "extremes_df = match_extremes(sim, obs, 0.99, cluster=72)\n",
     "extremes_df"
    ]
   },
@@ -217,10 +222,11 @@
    "outputs": [],
    "source": [
     "hv.Points(\n",
-    "    extremes_df[['tdiff','diff']].rename(columns={'tdiff':'time difference (hours)','diff':'peak difference (m)'}), \n",
-    "    kdims=['time difference (hours)','peak difference (m)']).opts(\n",
-    "    size = 8, tools = ['hover']\n",
-    "    )"
+    "    extremes_df[[\"tdiff\", \"diff\"]].rename(\n",
+    "        columns={\"tdiff\": \"time difference (hours)\", \"diff\": \"peak difference (m)\"}\n",
+    "    ),\n",
+    "    kdims=[\"time difference (hours)\", \"peak difference (m)\"],\n",
+    ").opts(size=8, tools=[\"hover\"])"
    ]
   },
   {
@@ -244,7 +250,7 @@
    "outputs": [],
    "source": [
     "metrics = get_stats(sim, obs, quantile=0.99, cluster=72)\n",
-    "pd.DataFrame(dict(stats, **metrics), index=['abed'])"
+    "pd.DataFrame(dict(stats, **metrics), index=[\"abed\"])"
    ]
   }
  ],